federicosanna / UNet-for-FEM-and-Stress-Distribution-InferenceView external linksLinks
A Machine Learning approach to Finite Element Methods, using U-Net inspired architectures.
☆30Jul 26, 2019Updated 6 years ago
Alternatives and similar repositories for UNet-for-FEM-and-Stress-Distribution-Inference
Users that are interested in UNet-for-FEM-and-Stress-Distribution-Inference are comparing it to the libraries listed below
Sorting:
- A deep learning approach to estimate stress distribution: a fast and accurate surrogate of finite-element analysis☆27Jun 14, 2018Updated 7 years ago
- This repository contains code for a project that trains a neural network to solve solid mechanics problems faster than the traditional fi…☆12Sep 28, 2023Updated 2 years ago
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆19Nov 26, 2025Updated 2 months ago
- FEM enhanced neural network☆20Nov 27, 2022Updated 3 years ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆59May 30, 2024Updated last year
- ☆38Dec 29, 2017Updated 8 years ago
- Python code for solving 3D structural problems with uncertainties using the finite element method☆12Jul 12, 2025Updated 7 months ago
- Graph Neural Network-based Surrogate Models for Finite Element Analysis☆10Sep 25, 2022Updated 3 years ago
- Predict the wall shear stress along the coronary artery using Deep Learning☆12Aug 9, 2021Updated 4 years ago
- Fast computation of soft tissue thermal response under deformation based on fast explicit dynamics finite element algorithm for surgical …☆10May 30, 2022Updated 3 years ago
- In this project I use the generated dataset of stress analysis results of FVM method to train a Convolutional Neural Netwrok (CNN) model …☆28Aug 2, 2018Updated 7 years ago
- Open-source, Finite element method, Finite-volume method, Multi-physics modeling, Multi-phase modeling, Uncertainty quantification (UQ), …☆13Mar 15, 2021Updated 4 years ago
- Open-source toolkit that provides finite element model based optimization frameworks for generating training data and machine learning mo…☆25Oct 3, 2025Updated 4 months ago
- Python 2.7 - Finitie Element code for 2D quadrilateral plane stress/plane strain applications using linear isoparametric formulation with…☆12Jan 29, 2019Updated 7 years ago
- Deep Learning and Finite Element Method for Physical Systems Modeling☆51Mar 15, 2019Updated 6 years ago
- a FEniCs-based (Model-Free) Data-driven Computational Mechanics implementation☆13Updated this week
- ☆15Jan 11, 2019Updated 7 years ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆12Sep 7, 2021Updated 4 years ago
- Gigala - Open source software for 2D/3D intelligent topology optimisation by reinforcement learning.☆59Updated this week
- Machine Learning for Tissue Deformation Modelling (MALTIDEM): Predicting tissue deformation in real time by expressing results from FEM s…☆17Jul 29, 2017Updated 8 years ago
- Finite element method for linear and nonlinear beams and plates☆13May 24, 2018Updated 7 years ago
- Fast explicit dynamics finite element algorithm for transient heat transfer☆14Jan 27, 2022Updated 4 years ago
- Physics-informed deep learning for structural dynamics under moving load☆19Oct 4, 2024Updated last year
- ☆46Nov 27, 2023Updated 2 years ago
- Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks☆34Feb 29, 2020Updated 5 years ago
- The digital twin paradigm that integrates the information obtained from sensor data, physics models, as well as operational and inspectio…☆19Jan 9, 2022Updated 4 years ago
- Meshless methods for Computational Mechanics☆18Apr 26, 2022Updated 3 years ago
- Direct Mesh-free Topology Optimization using Neural Networks☆22Sep 22, 2023Updated 2 years ago
- Interfacing AI with numerical simulation.☆44Apr 10, 2025Updated 10 months ago
- Computational framework to implement an artificial neural network based constitutive model in Abaqus for mesh coarsening☆52Nov 25, 2018Updated 7 years ago
- Examplary code for NN, MFNN, DynNet, PINNs and CNN☆51Sep 12, 2021Updated 4 years ago
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆25May 27, 2025Updated 8 months ago
- Implementation of PhysGNN (Accepted at NeurIPS2022)☆25Nov 3, 2022Updated 3 years ago
- ☆59May 8, 2023Updated 2 years ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆26Jul 7, 2021Updated 4 years ago
- Comsol model files and python scripts used for my PhD in 2020☆13Mar 2, 2020Updated 5 years ago
- This is the implementation of the PI-UNet for HSL-TFP☆26Feb 19, 2023Updated 2 years ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25May 17, 2023Updated 2 years ago
- 地震作用下剪切型结构线性/非线性时程分析☆26Jun 2, 2019Updated 6 years ago